Dataset statistics
| Number of variables | 36 |
|---|---|
| Number of observations | 887379 |
| Missing cells | 3125093 |
| Missing cells (%) | 9.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 243.7 MiB |
| Average record size in memory | 288.0 B |
Variable types
| NUM | 22 |
|---|---|
| CAT | 13 |
| UNSUPPORTED | 1 |
batch_ID has a high cardinality: 207 distinct values | High cardinality |
State has a high cardinality: 51 distinct values | High cardinality |
last_week_pay has a high cardinality: 98 distinct values | High cardinality |
sub_grade is highly correlated with grade | High correlation |
grade is highly correlated with sub_grade | High correlation |
batch_ID has 130748 (14.7%) missing values | Missing |
Emp_designation has 51463 (5.8%) missing values | Missing |
Experience has 44825 (5.1%) missing values | Missing |
mths_since_last_delinq has 454312 (51.2%) missing values | Missing |
mths_since_last_record has 750326 (84.6%) missing values | Missing |
mths_since_last_major_derog has 665676 (75.0%) missing values | Missing |
verification_status_joint has 886868 (99.9%) missing values | Missing |
tot_colle_amt has 70276 (7.9%) missing values | Missing |
tot_curr_bal has 70276 (7.9%) missing values | Missing |
annual_inc is highly skewed (γ1 = 44.47848687) | Skewed |
debt_income_ratio is highly skewed (γ1 = 441.4867751) | Skewed |
collection_recovery_fee is highly skewed (γ1 = 29.65569253) | Skewed |
acc_now_delinq is highly skewed (γ1 = 24.06635681) | Skewed |
tot_colle_amt is highly skewed (γ1 = 856.1805436) | Skewed |
member_id has unique values | Unique |
Emp_designation is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
delinq_2yrs has 716961 (80.8%) zeros | Zeros |
inq_last_6mths has 497905 (56.1%) zeros | Zeros |
pub_rec has 751572 (84.7%) zeros | Zeros |
total_rec_int has 18214 (2.1%) zeros | Zeros |
total_rec_late_fee has 874862 (98.6%) zeros | Zeros |
recoveries has 862702 (97.2%) zeros | Zeros |
collection_recovery_fee has 863872 (97.4%) zeros | Zeros |
collections_12_mths_ex_med has 875553 (98.7%) zeros | Zeros |
acc_now_delinq has 883236 (99.5%) zeros | Zeros |
tot_colle_amt has 700946 (79.0%) zeros | Zeros |
Reproduction
| Analysis started | 2020-09-23 15:44:03.407221 |
|---|---|
| Analysis finished | 2020-09-23 15:50:37.819796 |
| Duration | 6 minutes and 34.41 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 887379 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35001824.82 |
|---|---|
| Minimum | 70473 |
| Maximum | 73544841 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 70473 |
|---|---|
| 5-th percentile | 1317185.3 |
| Q1 | 10877133.5 |
| median | 37095283 |
| Q3 | 58471347 |
| 95-th percentile | 70387497.7 |
| Maximum | 73544841 |
| Range | 73474368 |
| Interquartile range (IQR) | 47594213.5 |
Descriptive statistics
| Standard deviation | 24113354.68 |
|---|---|
| Coefficient of variation (CV) | 0.6889170723 |
| Kurtosis | -1.465814498 |
| Mean | 35001824.82 |
| Median Absolute Deviation (MAD) | 23481873 |
| Skewness | 0.01741211777 |
| Sum | 3.10598843e+13 |
| Variance | 5.814538737e+14 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 58732538 | 1 | < 0.1% | |
| 9606920 | 1 | < 0.1% | |
| 1187609 | 1 | < 0.1% | |
| 34762519 | 1 | < 0.1% | |
| 70418197 | 1 | < 0.1% | |
| 69870319 | 1 | < 0.1% | |
| 13786897 | 1 | < 0.1% | |
| 11687696 | 1 | < 0.1% | |
| 55750415 | 1 | < 0.1% | |
| 61047571 | 1 | < 0.1% | |
| Other values (887369) | 887369 | > 99.9% |
| Value | Count | Frequency (%) | |
| 70473 | 1 | < 0.1% | |
| 70626 | 1 | < 0.1% | |
| 70651 | 1 | < 0.1% | |
| 70681 | 1 | < 0.1% | |
| 70694 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 73544841 | 1 | < 0.1% | |
| 73544827 | 1 | < 0.1% | |
| 73542831 | 1 | < 0.1% | |
| 73519894 | 1 | < 0.1% | |
| 73519870 | 1 | < 0.1% |
loan_amnt
Real number (ℝ≥0)
| Distinct | 1372 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14755.26461 |
|---|---|
| Minimum | 500 |
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 3600 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 32000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 8435.455601 |
|---|---|
| Coefficient of variation (CV) | 0.5716912456 |
| Kurtosis | -0.2567150485 |
| Mean | 14755.26461 |
| Median Absolute Deviation (MAD) | 5800 |
| Skewness | 0.6816831449 |
| Sum | 1.309351195e+10 |
| Variance | 71156911.2 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 10000 | 61837 | 7.0% | |
| 12000 | 50183 | 5.7% | |
| 15000 | 47210 | 5.3% | |
| 20000 | 46932 | 5.3% | |
| 35000 | 36368 | 4.1% | |
| 8000 | 27870 | 3.1% | |
| 5000 | 27167 | 3.1% | |
| 6000 | 26207 | 3.0% | |
| 25000 | 24125 | 2.7% | |
| 16000 | 23708 | 2.7% | |
| Other values (1362) | 515772 | 58.1% |
| Value | Count | Frequency (%) | |
| 500 | 11 | < 0.1% | |
| 550 | 1 | < 0.1% | |
| 600 | 6 | < 0.1% | |
| 700 | 3 | < 0.1% | |
| 725 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 35000 | 36368 | 4.1% | |
| 34975 | 31 | < 0.1% | |
| 34950 | 18 | < 0.1% | |
| 34925 | 9 | < 0.1% | |
| 34900 | 14 | < 0.1% |
terms
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| 36 months | |
|---|---|
| 60 months |
| Value | Count | Frequency (%) | |
| 36 months | 621125 | 70.0% | |
| 60 months | 266254 | 30.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
| Distinct | 207 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 130748 |
| Missing (%) | 14.7% |
| Memory size | 6.8 MiB |
| BAT2252229 | 18791 |
|---|---|
| BAT3873588 | 17839 |
| BAT2803411 | 17111 |
| BAT2078974 | 14859 |
| Other values (202) |
| Value | Count | Frequency (%) | |
| 234087 | 26.4% | ||
| BAT2252229 | 18791 | 2.1% | |
| BAT3873588 | 17839 | 2.0% | |
| BAT2803411 | 17111 | 1.9% | |
| BAT2078974 | 14859 | 1.7% | |
| BAT1586599 | 14463 | 1.6% | |
| BAT1780517 | 13918 | 1.6% | |
| BAT1104812 | 13505 | 1.5% | |
| BAT4694572 | 13504 | 1.5% | |
| BAT1184694 | 12251 | 1.4% | |
| Other values (197) | 386303 | 43.5% | |
| (Missing) | 130748 | 14.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 6.567822768 |
| Min length | 1 |
Rate_of_intrst
Real number (ℝ≥0)
| Distinct | 542 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.24673968 |
|---|---|
| Minimum | 5.32 |
| Maximum | 28.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 5.32 |
|---|---|
| 5-th percentile | 6.62 |
| Q1 | 9.99 |
| median | 12.99 |
| Q3 | 16.2 |
| 95-th percentile | 20.99 |
| Maximum | 28.99 |
| Range | 23.67 |
| Interquartile range (IQR) | 6.21 |
Descriptive statistics
| Standard deviation | 4.381867415 |
|---|---|
| Coefficient of variation (CV) | 0.3307883691 |
| Kurtosis | -0.1553615492 |
| Mean | 13.24673968 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.4294806279 |
| Sum | 11754878.61 |
| Variance | 19.20076204 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 10.99 | 34624 | 3.9% | |
| 9.17 | 25720 | 2.9% | |
| 15.61 | 25201 | 2.8% | |
| 9.99 | 21553 | 2.4% | |
| 7.89 | 20311 | 2.3% | |
| 13.99 | 19076 | 2.1% | |
| 12.69 | 18783 | 2.1% | |
| 12.29 | 18603 | 2.1% | |
| 12.99 | 18540 | 2.1% | |
| 17.57 | 18001 | 2.0% | |
| Other values (532) | 666967 | 75.2% |
| Value | Count | Frequency (%) | |
| 5.32 | 9651 | 1.1% | |
| 5.42 | 573 | 0.1% | |
| 5.79 | 410 | < 0.1% | |
| 5.93 | 1812 | 0.2% | |
| 5.99 | 347 | < 0.1% |
| Value | Count | Frequency (%) | |
| 28.99 | 112 | < 0.1% | |
| 28.49 | 139 | < 0.1% | |
| 27.99 | 5 | < 0.1% | |
| 27.88 | 222 | < 0.1% | |
| 27.49 | 7 | < 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| B | 254535 | 28.7% | |
| C | 245860 | 27.7% | |
| A | 148202 | 16.7% | |
| D | 139542 | 15.7% | |
| E | 70705 | 8.0% | |
| F | 23046 | 2.6% | |
| G | 5489 | 0.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| B3 | 56323 |
|---|---|
| B4 | 55626 |
| C1 | 53387 |
| C2 | 52236 |
| C3 | 50161 |
| Other values (30) |
| Value | Count | Frequency (%) | |
| B3 | 56323 | 6.3% | |
| B4 | 55626 | 6.3% | |
| C1 | 53387 | 6.0% | |
| C2 | 52236 | 5.9% | |
| C3 | 50161 | 5.7% | |
| C4 | 48857 | 5.5% | |
| B5 | 48833 | 5.5% | |
| B2 | 48781 | 5.5% | |
| B1 | 44972 | 5.1% | |
| A5 | 44816 | 5.1% | |
| Other values (25) | 383387 | 43.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 44825 |
| Missing (%) | 5.1% |
| Memory size | 6.8 MiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 1 year | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| 10+ years | 291569 | 32.9% | |
| 2 years | 78870 | 8.9% | |
| < 1 year | 70605 | 8.0% | |
| 3 years | 70026 | 7.9% | |
| 1 year | 57095 | 6.4% | |
| 5 years | 55704 | 6.3% | |
| 4 years | 52529 | 5.9% | |
| 7 years | 44594 | 5.0% | |
| 8 years | 43955 | 5.0% | |
| 6 years | 42950 | 4.8% | |
| (Missing) | 44825 | 5.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.470315389 |
| Min length | 3 |
home_ownership
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| OTHER | 182 |
| NONE | 50 |
| Value | Count | Frequency (%) | |
| MORTGAGE | 443557 | 50.0% | |
| RENT | 356117 | 40.1% | |
| OWN | 87470 | 9.9% | |
| OTHER | 182 | < 0.1% | |
| NONE | 50 | < 0.1% | |
| ANY | 3 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.901033268 |
| Min length | 3 |
| Distinct | 49384 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 4 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75027.58776 |
|---|---|
| Minimum | 0 |
| Maximum | 9500000 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 28000 |
| Q1 | 45000 |
| median | 65000 |
| Q3 | 90000 |
| 95-th percentile | 150000 |
| Maximum | 9500000 |
| Range | 9500000 |
| Interquartile range (IQR) | 45000 |
Descriptive statistics
| Standard deviation | 64698.30014 |
|---|---|
| Coefficient of variation (CV) | 0.8623268064 |
| Kurtosis | 4808.192204 |
| Mean | 75027.58776 |
| Median Absolute Deviation (MAD) | 20800 |
| Skewness | 44.47848687 |
| Sum | 6.657760569e+10 |
| Variance | 4185870041 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 60000 | 34281 | 3.9% | |
| 50000 | 30575 | 3.4% | |
| 65000 | 25498 | 2.9% | |
| 70000 | 24121 | 2.7% | |
| 40000 | 23943 | 2.7% | |
| 80000 | 22729 | 2.6% | |
| 45000 | 22699 | 2.6% | |
| 75000 | 22435 | 2.5% | |
| 55000 | 20755 | 2.3% | |
| 90000 | 17159 | 1.9% | |
| Other values (49374) | 643180 | 72.5% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 1200 | 1 | < 0.1% | |
| 1770 | 1 | < 0.1% | |
| 1896 | 1 | < 0.1% | |
| 2000 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9500000 | 1 | < 0.1% | |
| 9000000 | 1 | < 0.1% | |
| 8900060 | 1 | < 0.1% | |
| 8706582 | 1 | < 0.1% | |
| 8700000 | 1 | < 0.1% |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| Source Verified | |
|---|---|
| Verified | |
| Not Verified |
| Value | Count | Frequency (%) | |
| Source Verified | 329558 | 37.1% | |
| Verified | 291071 | 32.8% | |
| Not Verified | 266750 | 30.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 11.8021026 |
| Min length | 8 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | 51829 |
| other | 42894 |
| major_purchase | 17277 |
| Other values (9) | 44982 |
| Value | Count | Frequency (%) | |
| debt_consolidation | 524215 | 59.1% | |
| credit_card | 206182 | 23.2% | |
| home_improvement | 51829 | 5.8% | |
| other | 42894 | 4.8% | |
| major_purchase | 17277 | 1.9% | |
| small_business | 10377 | 1.2% | |
| car | 8863 | 1.0% | |
| medical | 8540 | 1.0% | |
| moving | 5414 | 0.6% | |
| vacation | 4736 | 0.5% | |
| Other values (4) | 7052 | 0.8% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 15.0333961 |
| Min length | 3 |
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| CA | |
|---|---|
| NY | |
| TX | |
| FL | |
| IL | 35476 |
| Other values (46) |
| Value | Count | Frequency (%) | |
| CA | 129517 | 14.6% | |
| NY | 74086 | 8.3% | |
| TX | 71138 | 8.0% | |
| FL | 60935 | 6.9% | |
| IL | 35476 | 4.0% | |
| NJ | 33256 | 3.7% | |
| PA | 31393 | 3.5% | |
| OH | 29631 | 3.3% | |
| GA | 29085 | 3.3% | |
| VA | 26255 | 3.0% | |
| Other values (41) | 366607 | 41.3% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
| Distinct | 4086 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.15703874 |
|---|---|
| Minimum | 0 |
| Maximum | 9999 |
| Zeros | 451 |
| Zeros (%) | 0.1% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.2 |
| Q1 | 11.91 |
| median | 17.65 |
| Q3 | 23.95 |
| 95-th percentile | 32.72 |
| Maximum | 9999 |
| Range | 9999 |
| Interquartile range (IQR) | 12.04 |
Descriptive statistics
| Standard deviation | 17.19062569 |
|---|---|
| Coefficient of variation (CV) | 0.9467747431 |
| Kurtosis | 256126.8629 |
| Mean | 18.15703874 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 441.4867751 |
| Sum | 16112174.88 |
| Variance | 295.5176115 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 19.2 | 684 | 0.1% | |
| 14.4 | 674 | 0.1% | |
| 18 | 661 | 0.1% | |
| 13.2 | 638 | 0.1% | |
| 16.8 | 632 | 0.1% | |
| 15.6 | 626 | 0.1% | |
| 20.4 | 598 | 0.1% | |
| 12 | 596 | 0.1% | |
| 21.6 | 594 | 0.1% | |
| 24 | 534 | 0.1% | |
| Other values (4076) | 881142 | 99.3% |
| Value | Count | Frequency (%) | |
| 0 | 451 | 0.1% | |
| 0.01 | 10 | < 0.1% | |
| 0.02 | 12 | < 0.1% | |
| 0.03 | 8 | < 0.1% | |
| 0.04 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9999 | 2 | < 0.1% | |
| 1092.52 | 1 | < 0.1% | |
| 672.52 | 1 | < 0.1% | |
| 380.53 | 1 | < 0.1% | |
| 137.4 | 1 | < 0.1% |
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3144418775 |
|---|---|
| Minimum | 0 |
| Maximum | 39 |
| Zeros | 716961 |
| Zeros (%) | 80.8% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8622438402 |
|---|---|
| Coefficient of variation (CV) | 2.742140605 |
| Kurtosis | 57.30908145 |
| Mean | 0.3144418775 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.473795937 |
| Sum | 279020 |
| Variance | 0.74346444 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 716961 | 80.8% | |
| 1 | 113224 | 12.8% | |
| 2 | 33551 | 3.8% | |
| 3 | 11977 | 1.3% | |
| 4 | 5327 | 0.6% | |
| 5 | 2711 | 0.3% | |
| 6 | 1471 | 0.2% | |
| 7 | 784 | 0.1% | |
| 8 | 461 | 0.1% | |
| 9 | 284 | < 0.1% | |
| Other values (19) | 599 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 716961 | 80.8% | |
| 1 | 113224 | 12.8% | |
| 2 | 33551 | 3.8% | |
| 3 | 11977 | 1.3% | |
| 4 | 5327 | 0.6% |
| Value | Count | Frequency (%) | |
| 39 | 1 | < 0.1% | |
| 30 | 1 | < 0.1% | |
| 29 | 1 | < 0.1% | |
| 27 | 1 | < 0.1% | |
| 26 | 2 | < 0.1% |
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6946233166 |
|---|---|
| Minimum | 0 |
| Maximum | 33 |
| Zeros | 497905 |
| Zeros (%) | 56.1% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.998447685 |
|---|---|
| Coefficient of variation (CV) | 1.437394428 |
| Kurtosis | 11.92510347 |
| Mean | 0.6946233166 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.108410998 |
| Sum | 616374 |
| Variance | 0.9968977796 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 497905 | 56.1% | |
| 1 | 241494 | 27.2% | |
| 2 | 94117 | 10.6% | |
| 3 | 37398 | 4.2% | |
| 4 | 10758 | 1.2% | |
| 5 | 3985 | 0.4% | |
| 6 | 1231 | 0.1% | |
| 7 | 195 | < 0.1% | |
| 8 | 122 | < 0.1% | |
| 9 | 50 | < 0.1% | |
| Other values (18) | 95 | < 0.1% | |
| (Missing) | 29 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 497905 | 56.1% | |
| 1 | 241494 | 27.2% | |
| 2 | 94117 | 10.6% | |
| 3 | 37398 | 4.2% | |
| 4 | 10758 | 1.2% |
| Value | Count | Frequency (%) | |
| 33 | 1 | < 0.1% | |
| 32 | 1 | < 0.1% | |
| 31 | 1 | < 0.1% | |
| 28 | 1 | < 0.1% | |
| 27 | 1 | < 0.1% |
| Distinct | 155 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 454312 |
| Missing (%) | 51.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.06379844 |
|---|---|
| Minimum | 0 |
| Maximum | 188 |
| Zeros | 1723 |
| Zeros (%) | 0.2% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 15 |
| median | 31 |
| Q3 | 50 |
| 95-th percentile | 74 |
| Maximum | 188 |
| Range | 188 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.88494023 |
|---|---|
| Coefficient of variation (CV) | 0.6424691675 |
| Kurtosis | -0.767314425 |
| Mean | 34.06379844 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4555195831 |
| Sum | 14751907 |
| Variance | 478.9506087 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 9 | 8591 | 1.0% | |
| 6 | 8470 | 1.0% | |
| 12 | 8368 | 0.9% | |
| 8 | 8335 | 0.9% | |
| 13 | 8318 | 0.9% | |
| 7 | 8274 | 0.9% | |
| 10 | 8215 | 0.9% | |
| 14 | 8063 | 0.9% | |
| 15 | 8007 | 0.9% | |
| 11 | 7845 | 0.9% | |
| Other values (145) | 350581 | 39.5% | |
| (Missing) | 454312 | 51.2% |
| Value | Count | Frequency (%) | |
| 0 | 1723 | 0.2% | |
| 1 | 3287 | 0.4% | |
| 2 | 3938 | 0.4% | |
| 3 | 4938 | 0.6% | |
| 4 | 5959 | 0.7% |
| Value | Count | Frequency (%) | |
| 188 | 1 | < 0.1% | |
| 180 | 1 | < 0.1% | |
| 176 | 1 | < 0.1% | |
| 171 | 1 | < 0.1% | |
| 170 | 3 | < 0.1% |
| Distinct | 123 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 750326 |
| Missing (%) | 84.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.11790329 |
|---|---|
| Minimum | 0 |
| Maximum | 129 |
| Zeros | 1283 |
| Zeros (%) | 0.1% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 51 |
| median | 70 |
| Q3 | 92 |
| 95-th percentile | 115 |
| Maximum | 129 |
| Range | 129 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 28.12791357 |
|---|---|
| Coefficient of variation (CV) | 0.4011516638 |
| Kurtosis | -0.5852228553 |
| Mean | 70.11790329 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | -0.1985676223 |
| Sum | 9609869 |
| Variance | 791.1795216 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 61 | 1964 | 0.2% | |
| 62 | 1919 | 0.2% | |
| 67 | 1917 | 0.2% | |
| 71 | 1917 | 0.2% | |
| 69 | 1914 | 0.2% | |
| 64 | 1909 | 0.2% | |
| 65 | 1896 | 0.2% | |
| 66 | 1895 | 0.2% | |
| 63 | 1890 | 0.2% | |
| 70 | 1884 | 0.2% | |
| Other values (113) | 117948 | 13.3% | |
| (Missing) | 750326 | 84.6% |
| Value | Count | Frequency (%) | |
| 0 | 1283 | 0.1% | |
| 1 | 71 | < 0.1% | |
| 2 | 63 | < 0.1% | |
| 3 | 114 | < 0.1% | |
| 4 | 141 | < 0.1% |
| Value | Count | Frequency (%) | |
| 129 | 1 | < 0.1% | |
| 121 | 2 | < 0.1% | |
| 120 | 9 | < 0.1% | |
| 119 | 925 | 0.1% | |
| 118 | 1495 | 0.2% |
numb_credit
Real number (ℝ≥0)
| Distinct | 77 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.54846904 |
|---|---|
| Minimum | 0 |
| Maximum | 90 |
| Zeros | 7 |
| Zeros (%) | < 0.1% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 21 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.317313125 |
|---|---|
| Coefficient of variation (CV) | 0.4604344617 |
| Kurtosis | 3.103994403 |
| Mean | 11.54846904 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.249380264 |
| Sum | 10247534 |
| Variance | 28.27381886 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 9 | 80285 | 9.0% | |
| 10 | 78321 | 8.8% | |
| 8 | 76578 | 8.6% | |
| 11 | 72265 | 8.1% | |
| 7 | 67896 | 7.7% | |
| 12 | 64690 | 7.3% | |
| 13 | 56642 | 6.4% | |
| 6 | 55954 | 6.3% | |
| 14 | 47814 | 5.4% | |
| 15 | 39778 | 4.5% | |
| Other values (67) | 247127 | 27.8% |
| Value | Count | Frequency (%) | |
| 0 | 7 | < 0.1% | |
| 1 | 232 | < 0.1% | |
| 2 | 2776 | 0.3% | |
| 3 | 9619 | 1.1% | |
| 4 | 23367 | 2.6% |
| Value | Count | Frequency (%) | |
| 90 | 1 | < 0.1% | |
| 84 | 1 | < 0.1% | |
| 82 | 1 | < 0.1% | |
| 79 | 1 | < 0.1% | |
| 76 | 2 | < 0.1% |
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1953073759 |
|---|---|
| Minimum | 0 |
| Maximum | 86 |
| Zeros | 751572 |
| Zeros (%) | 84.7% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 86 |
| Range | 86 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5820906693 |
|---|---|
| Coefficient of variation (CV) | 2.980382418 |
| Kurtosis | 993.1990083 |
| Mean | 0.1953073759 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.26194117 |
| Sum | 173306 |
| Variance | 0.3388295472 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 751572 | 84.7% | |
| 1 | 113266 | 12.8% | |
| 2 | 14854 | 1.7% | |
| 3 | 4487 | 0.5% | |
| 4 | 1564 | 0.2% | |
| 5 | 757 | 0.1% | |
| 6 | 385 | < 0.1% | |
| 7 | 170 | < 0.1% | |
| 8 | 113 | < 0.1% | |
| 9 | 50 | < 0.1% | |
| Other values (22) | 132 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 751572 | 84.7% | |
| 1 | 113266 | 12.8% | |
| 2 | 14854 | 1.7% | |
| 3 | 4487 | 0.5% | |
| 4 | 1564 | 0.2% |
| Value | Count | Frequency (%) | |
| 86 | 1 | < 0.1% | |
| 63 | 1 | < 0.1% | |
| 54 | 1 | < 0.1% | |
| 49 | 2 | < 0.1% | |
| 40 | 1 | < 0.1% |
total revol_bal
Real number (ℝ≥0)
| Distinct | 73740 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16920.78753 |
|---|---|
| Minimum | 0 |
| Maximum | 2904836 |
| Zeros | 3402 |
| Zeros (%) | 0.4% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2031 |
| Q1 | 6443 |
| median | 11875 |
| Q3 | 20829 |
| 95-th percentile | 43897 |
| Maximum | 2904836 |
| Range | 2904836 |
| Interquartile range (IQR) | 14386 |
Descriptive statistics
| Standard deviation | 22426.7919 |
|---|---|
| Coefficient of variation (CV) | 1.325398824 |
| Kurtosis | 985.8907789 |
| Mean | 16920.78753 |
| Median Absolute Deviation (MAD) | 6444 |
| Skewness | 15.94930161 |
| Sum | 1.501515152e+10 |
| Variance | 502960994.7 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3402 | 0.4% | |
| 5235 | 74 | < 0.1% | |
| 5466 | 72 | < 0.1% | |
| 4479 | 68 | < 0.1% | |
| 6969 | 67 | < 0.1% | |
| 6223 | 67 | < 0.1% | |
| 8696 | 67 | < 0.1% | |
| 5849 | 66 | < 0.1% | |
| 5853 | 66 | < 0.1% | |
| 8073 | 66 | < 0.1% | |
| Other values (73730) | 883364 | 99.5% |
| Value | Count | Frequency (%) | |
| 0 | 3402 | 0.4% | |
| 1 | 43 | < 0.1% | |
| 2 | 45 | < 0.1% | |
| 3 | 47 | < 0.1% | |
| 4 | 38 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2904836 | 1 | < 0.1% | |
| 2568995 | 1 | < 0.1% | |
| 2560703 | 1 | < 0.1% | |
| 1746716 | 1 | < 0.1% | |
| 1743266 | 1 | < 0.1% |
total_credits
Real number (ℝ≥0)
| Distinct | 135 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.26802615 |
|---|---|
| Minimum | 1 |
| Maximum | 169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 17 |
| median | 24 |
| Q3 | 32 |
| 95-th percentile | 47 |
| Maximum | 169 |
| Range | 168 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.84056106 |
|---|---|
| Coefficient of variation (CV) | 0.4685985757 |
| Kurtosis | 1.377589349 |
| Mean | 25.26802615 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.8925390335 |
| Sum | 22421583 |
| Variance | 140.1988863 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 22 | 32259 | 3.6% | |
| 20 | 32118 | 3.6% | |
| 21 | 32009 | 3.6% | |
| 19 | 31574 | 3.6% | |
| 23 | 31315 | 3.5% | |
| 18 | 31108 | 3.5% | |
| 24 | 31039 | 3.5% | |
| 17 | 30768 | 3.5% | |
| 25 | 29721 | 3.3% | |
| 16 | 29126 | 3.3% | |
| Other values (125) | 576313 | 64.9% |
| Value | Count | Frequency (%) | |
| 1 | 21 | < 0.1% | |
| 2 | 62 | < 0.1% | |
| 3 | 472 | 0.1% | |
| 4 | 2873 | 0.3% | |
| 5 | 4645 | 0.5% |
| Value | Count | Frequency (%) | |
| 169 | 1 | < 0.1% | |
| 162 | 1 | < 0.1% | |
| 156 | 1 | < 0.1% | |
| 151 | 1 | < 0.1% | |
| 150 | 1 | < 0.1% |
initial_list_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| f | |
|---|---|
| w |
| Value | Count | Frequency (%) | |
| f | 456848 | 51.5% | |
| w | 430531 | 48.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 324635 |
|---|---|
| Distinct (%) | 36.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1754.804327 |
|---|---|
| Minimum | 0 |
| Maximum | 24205.62 |
| Zeros | 18214 |
| Zeros (%) | 2.1% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 80.08 |
| Q1 | 441.46 |
| median | 1073.28 |
| Q3 | 2238.265 |
| 95-th percentile | 5891.48 |
| Maximum | 24205.62 |
| Range | 24205.62 |
| Interquartile range (IQR) | 1796.805 |
Descriptive statistics
| Standard deviation | 2095.356099 |
|---|---|
| Coefficient of variation (CV) | 1.194068232 |
| Kurtosis | 11.5435983 |
| Mean | 1754.804327 |
| Median Absolute Deviation (MAD) | 758.87 |
| Skewness | 2.826099789 |
| Sum | 1557176509 |
| Variance | 4390517.183 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 18214 | 2.1% | |
| 82.76 | 138 | < 0.1% | |
| 174.9 | 125 | < 0.1% | |
| 71.33 | 124 | < 0.1% | |
| 283.29 | 119 | < 0.1% | |
| 41.37 | 113 | < 0.1% | |
| 130.12 | 112 | < 0.1% | |
| 194.92 | 108 | < 0.1% | |
| 451.32 | 108 | < 0.1% | |
| 258.02 | 108 | < 0.1% | |
| Other values (324625) | 868110 | 97.8% |
| Value | Count | Frequency (%) | |
| 0 | 18214 | 2.1% | |
| 0.01 | 11 | < 0.1% | |
| 0.39 | 1 | < 0.1% | |
| 0.56 | 1 | < 0.1% | |
| 0.59 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 24205.62 | 1 | < 0.1% | |
| 23450.38 | 1 | < 0.1% | |
| 23172.31 | 1 | < 0.1% | |
| 23171.65 | 1 | < 0.1% | |
| 23062.45 | 1 | < 0.1% |
| Distinct | 6106 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3966917913 |
|---|---|
| Minimum | 0 |
| Maximum | 358.68 |
| Zeros | 874862 |
| Zeros (%) | 98.6% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 358.68 |
| Range | 358.68 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 4.08782534 |
|---|---|
| Coefficient of variation (CV) | 10.30478933 |
| Kurtosis | 515.7241654 |
| Mean | 0.3966917913 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.4040854 |
| Sum | 352015.9651 |
| Variance | 16.71031601 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 874862 | 98.6% | |
| 15 | 2845 | 0.3% | |
| 30 | 339 | < 0.1% | |
| 45 | 58 | < 0.1% | |
| 60 | 18 | < 0.1% | |
| 17.48 | 16 | < 0.1% | |
| 16.37 | 16 | < 0.1% | |
| 16.84 | 16 | < 0.1% | |
| 18.87 | 15 | < 0.1% | |
| 16.06 | 14 | < 0.1% | |
| Other values (6096) | 9180 | 1.0% |
| Value | Count | Frequency (%) | |
| 0 | 874862 | 98.6% | |
| 0.01 | 6 | < 0.1% | |
| 0.060799751 | 1 | < 0.1% | |
| 0.073787104 | 1 | < 0.1% | |
| 0.081837685 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 358.68 | 1 | < 0.1% | |
| 294.68 | 1 | < 0.1% | |
| 286.7475657 | 1 | < 0.1% | |
| 268.55 | 1 | < 0.1% | |
| 252.8 | 1 | < 0.1% |
| Distinct | 23055 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.91924337 |
|---|---|
| Minimum | 0 |
| Maximum | 33520.27 |
| Zeros | 862702 |
| Zeros (%) | 97.2% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 33520.27 |
| Range | 33520.27 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 409.6938736 |
|---|---|
| Coefficient of variation (CV) | 8.922051923 |
| Kurtosis | 617.2114172 |
| Mean | 45.91924337 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.06183892 |
| Sum | 40747772.26 |
| Variance | 167849.0701 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 862702 | 97.2% | |
| 200 | 10 | < 0.1% | |
| 14.28 | 9 | < 0.1% | |
| 11.7 | 9 | < 0.1% | |
| 10 | 9 | < 0.1% | |
| 100 | 8 | < 0.1% | |
| 16.5 | 8 | < 0.1% | |
| 800 | 8 | < 0.1% | |
| 10.4 | 8 | < 0.1% | |
| 16.8 | 8 | < 0.1% | |
| Other values (23045) | 24600 | 2.8% |
| Value | Count | Frequency (%) | |
| 0 | 862702 | 97.2% | |
| 0.25 | 1 | < 0.1% | |
| 2.34 | 1 | < 0.1% | |
| 3.6 | 1 | < 0.1% | |
| 4.4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 33520.27 | 1 | < 0.1% | |
| 31900.52 | 1 | < 0.1% | |
| 29623.35 | 1 | < 0.1% | |
| 29282.07 | 1 | < 0.1% | |
| 27750 | 1 | < 0.1% |
| Distinct | 20549 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.88075738 |
|---|---|
| Minimum | 0 |
| Maximum | 7002.19 |
| Zeros | 863872 |
| Zeros (%) | 97.4% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7002.19 |
| Range | 7002.19 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 63.12528092 |
|---|---|
| Coefficient of variation (CV) | 12.93350109 |
| Kurtosis | 1684.165359 |
| Mean | 4.88075738 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 29.65569253 |
| Sum | 4331081.603 |
| Variance | 3984.801091 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 863872 | 97.4% | |
| 2 | 18 | < 0.1% | |
| 1.8 | 13 | < 0.1% | |
| 1.2 | 12 | < 0.1% | |
| 1.88 | 12 | < 0.1% | |
| 1.55 | 12 | < 0.1% | |
| 4.52 | 11 | < 0.1% | |
| 0.8 | 11 | < 0.1% | |
| 3.93 | 11 | < 0.1% | |
| 1.6 | 11 | < 0.1% | |
| Other values (20539) | 23396 | 2.6% |
| Value | Count | Frequency (%) | |
| 0 | 863872 | 97.4% | |
| 0.036 | 1 | < 0.1% | |
| 0.045 | 1 | < 0.1% | |
| 0.063 | 1 | < 0.1% | |
| 0.071099997 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7002.19 | 1 | < 0.1% | |
| 6972.59 | 1 | < 0.1% | |
| 6543.04 | 1 | < 0.1% | |
| 5774.8 | 1 | < 0.1% | |
| 5694.0936 | 1 | < 0.1% |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 145 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01437952107 |
|---|---|
| Minimum | 0 |
| Maximum | 20 |
| Zeros | 875553 |
| Zeros (%) | 98.7% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1341907576 |
|---|---|
| Coefficient of variation (CV) | 9.332074196 |
| Kurtosis | 1097.854795 |
| Mean | 0.01437952107 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.4104002 |
| Sum | 12758 |
| Variance | 0.01800715942 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 875553 | 98.7% | |
| 1 | 10824 | 1.2% | |
| 2 | 732 | 0.1% | |
| 3 | 88 | < 0.1% | |
| 4 | 23 | < 0.1% | |
| 5 | 7 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| Other values (2) | 2 | < 0.1% | |
| (Missing) | 145 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 875553 | 98.7% | |
| 1 | 10824 | 1.2% | |
| 2 | 732 | 0.1% | |
| 3 | 88 | < 0.1% | |
| 4 | 23 | < 0.1% |
| Value | Count | Frequency (%) | |
| 20 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% |
| Distinct | 168 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 665676 |
| Missing (%) | 75.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.10483846 |
|---|---|
| Minimum | 0 |
| Maximum | 188 |
| Zeros | 153 |
| Zeros (%) | < 0.1% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 27 |
| median | 44 |
| Q3 | 61 |
| 95-th percentile | 77 |
| Maximum | 188 |
| Range | 188 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 22.17984069 |
|---|---|
| Coefficient of variation (CV) | 0.5028890586 |
| Kurtosis | -0.03136195505 |
| Mean | 44.10483846 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.2649316915 |
| Sum | 9778175 |
| Variance | 491.9453331 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 45 | 3471 | 0.4% | |
| 42 | 3444 | 0.4% | |
| 46 | 3420 | 0.4% | |
| 48 | 3405 | 0.4% | |
| 43 | 3374 | 0.4% | |
| 38 | 3357 | 0.4% | |
| 44 | 3356 | 0.4% | |
| 40 | 3348 | 0.4% | |
| 37 | 3277 | 0.4% | |
| 41 | 3277 | 0.4% | |
| Other values (158) | 187974 | 21.2% | |
| (Missing) | 665676 | 75.0% |
| Value | Count | Frequency (%) | |
| 0 | 153 | < 0.1% | |
| 1 | 591 | 0.1% | |
| 2 | 599 | 0.1% | |
| 3 | 691 | 0.1% | |
| 4 | 1000 | 0.1% |
| Value | Count | Frequency (%) | |
| 188 | 1 | < 0.1% | |
| 180 | 1 | < 0.1% | |
| 176 | 1 | < 0.1% | |
| 171 | 1 | < 0.1% | |
| 170 | 3 | < 0.1% |
application_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| INDIVIDUAL | |
|---|---|
| JOINT | 511 |
| Value | Count | Frequency (%) | |
| INDIVIDUAL | 886868 | 99.9% | |
| JOINT | 511 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.997120734 |
| Min length | 5 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 886868 |
| Missing (%) | 99.9% |
| Memory size | 6.8 MiB |
| Not Verified | |
|---|---|
| Verified | |
| Source Verified |
| Value | Count | Frequency (%) | |
| Not Verified | 283 | < 0.1% | |
| Verified | 167 | < 0.1% | |
| Source Verified | 61 | < 0.1% | |
| (Missing) | 886868 | 99.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 15 |
|---|---|
| Median length | 3 |
| Mean length | 3.004636125 |
| Min length | 3 |
| Distinct | 98 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 MiB |
| 13th week | 50321 |
|---|---|
| 9th week | 47680 |
| 26th week | 45989 |
| 22th week | 43342 |
| 4th week | 43105 |
| Other values (93) |
| Value | Count | Frequency (%) | |
| 13th week | 50321 | 5.7% | |
| 9th week | 47680 | 5.4% | |
| 26th week | 45989 | 5.2% | |
| 22th week | 43342 | 4.9% | |
| 4th week | 43105 | 4.9% | |
| 35th week | 40162 | 4.5% | |
| 39th week | 39767 | 4.5% | |
| 17th week | 36684 | 4.1% | |
| 31th week | 35386 | 4.0% | |
| 48th week | 32189 | 3.6% | |
| Other values (88) | 472754 | 53.3% |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 9.075471698 |
| Min length | 8 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004991266129 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros | 883236 |
| Zeros (%) | 99.5% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.07762534479 |
|---|---|
| Coefficient of variation (CV) | 15.5522352 |
| Kurtosis | 1630.866453 |
| Mean | 0.004991266129 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.06635681 |
| Sum | 4429 |
| Variance | 0.006025694155 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 883236 | 99.5% | |
| 1 | 3866 | 0.4% | |
| 2 | 208 | < 0.1% | |
| 3 | 28 | < 0.1% | |
| 4 | 7 | < 0.1% | |
| 5 | 3 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| (Missing) | 29 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 883236 | 99.5% | |
| 1 | 3866 | 0.4% | |
| 2 | 208 | < 0.1% | |
| 3 | 28 | < 0.1% | |
| 4 | 7 | < 0.1% |
| Value | Count | Frequency (%) | |
| 14 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 5 | 3 | < 0.1% | |
| 4 | 7 | < 0.1% | |
| 3 | 28 | < 0.1% |
| Distinct | 10325 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 70276 |
| Missing (%) | 7.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 225.7026103 |
|---|---|
| Minimum | 0 |
| Maximum | 9152545 |
| Zeros | 700946 |
| Zeros (%) | 79.0% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 635 |
| Maximum | 9152545 |
| Range | 9152545 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 10311.3672 |
|---|---|
| Coefficient of variation (CV) | 45.68563554 |
| Kurtosis | 759611.2129 |
| Mean | 225.7026103 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 856.1805436 |
| Sum | 184422280 |
| Variance | 106324293.4 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 700946 | 79.0% | |
| 50 | 1755 | 0.2% | |
| 100 | 1357 | 0.2% | |
| 75 | 1044 | 0.1% | |
| 200 | 714 | 0.1% | |
| 150 | 702 | 0.1% | |
| 60 | 693 | 0.1% | |
| 70 | 616 | 0.1% | |
| 80 | 596 | 0.1% | |
| 55 | 536 | 0.1% | |
| Other values (10315) | 108144 | 12.2% | |
| (Missing) | 70276 | 7.9% |
| Value | Count | Frequency (%) | |
| 0 | 700946 | 79.0% | |
| 2 | 3 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9152545 | 1 | < 0.1% | |
| 496651 | 1 | < 0.1% | |
| 380757 | 1 | < 0.1% | |
| 296368 | 1 | < 0.1% | |
| 262740 | 1 | < 0.1% |
| Distinct | 327342 |
|---|---|
| Distinct (%) | 40.1% |
| Missing | 70276 |
| Missing (%) | 7.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139458.1893 |
|---|---|
| Minimum | 0 |
| Maximum | 8000078 |
| Zeros | 126 |
| Zeros (%) | < 0.1% |
| Memory size | 6.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9173 |
| Q1 | 29853 |
| median | 80559 |
| Q3 | 208205 |
| 95-th percentile | 424658.4 |
| Maximum | 8000078 |
| Range | 8000078 |
| Interquartile range (IQR) | 178352 |
Descriptive statistics
| Standard deviation | 153749.9669 |
|---|---|
| Coefficient of variation (CV) | 1.102480734 |
| Kurtosis | 29.40881116 |
| Mean | 139458.1893 |
| Median Absolute Deviation (MAD) | 63211 |
| Skewness | 2.918174325 |
| Sum | 1.139517049e+11 |
| Variance | 2.363905232e+10 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 126 | < 0.1% | |
| 34574 | 21 | < 0.1% | |
| 22396 | 21 | < 0.1% | |
| 29232 | 21 | < 0.1% | |
| 27316 | 21 | < 0.1% | |
| 19998 | 20 | < 0.1% | |
| 14511 | 20 | < 0.1% | |
| 23269 | 19 | < 0.1% | |
| 5537 | 19 | < 0.1% | |
| 26937 | 19 | < 0.1% | |
| Other values (327332) | 816796 | 92.0% | |
| (Missing) | 70276 | 7.9% |
| Value | Count | Frequency (%) | |
| 0 | 126 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 5 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8000078 | 1 | < 0.1% | |
| 4772549 | 1 | < 0.1% | |
| 4447397 | 1 | < 0.1% | |
| 4127799 | 1 | < 0.1% | |
| 4026405 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| member_id | loan_amnt | terms | batch_ID | Rate_of_intrst | grade | sub_grade | Emp_designation | Experience | home_ownership | annual_inc | verification_status | purpose | State | debt_income_ratio | delinq_2yrs | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | numb_credit | pub_rec | total revol_bal | total_credits | initial_list_status | total_rec_int | total_rec_late_fee | recoveries | collection_recovery_fee | collections_12_mths_ex_med | mths_since_last_major_derog | application_type | verification_status_joint | last_week_pay | acc_now_delinq | tot_colle_amt | tot_curr_bal | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 58189336 | 14350 | 36 months | 19.19 | E | E3 | clerk | 9 years | OWN | 28700.0 | Source Verified | debt_consolidation | FL | 33.88 | 0.0 | 1.0 | 50.0 | 75.0 | 14.0 | 1.0 | 22515 | 28.0 | f | 1173.84 | 0.0 | 0.0 | 0.0 | 0.0 | 74.0 | INDIVIDUAL | NaN | 26th week | 0.0 | 0.0 | 28699.0 | |
| 1 | 70011223 | 4800 | 36 months | BAT1586599 | 10.99 | B | B4 | Human Resources Specialist | < 1 year | MORTGAGE | 65000.0 | Source Verified | home_improvement | MD | 3.64 | 0.0 | 1.0 | NaN | NaN | 6.0 | 0.0 | 7624 | 13.0 | w | 83.95 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 9th week | 0.0 | 0.0 | 9974.0 |
| 2 | 70255675 | 10000 | 36 months | BAT1586599 | 7.26 | A | A4 | Driver | 2 years | OWN | 45000.0 | Not Verified | debt_consolidation | OH | 18.42 | 0.0 | 0.0 | NaN | NaN | 5.0 | 0.0 | 10877 | 19.0 | w | 56.47 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 9th week | 0.0 | 65.0 | 38295.0 |
| 3 | 1893936 | 15000 | 36 months | BAT4808022 | 19.72 | D | D5 | Us office of Personnel Management | 10+ years | RENT | 105000.0 | Not Verified | debt_consolidation | VA | 14.97 | 0.0 | 2.0 | 46.0 | NaN | 10.0 | 0.0 | 13712 | 21.0 | f | 4858.62 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 135th week | 0.0 | 0.0 | 55564.0 |
| 4 | 7652106 | 16000 | 36 months | BAT2833642 | 10.64 | B | B2 | LAUSD-HOLLYWOOD HIGH SCHOOL | 10+ years | RENT | 52000.0 | Verified | credit_card | CA | 20.16 | 0.0 | 0.0 | NaN | NaN | 11.0 | 0.0 | 35835 | 27.0 | w | 2296.41 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 96th week | 0.0 | 0.0 | 47159.0 |
| 5 | 10247268 | 15000 | 36 months | BAT2575549 | 8.90 | A | A5 | Design Consultant | 2 years | MORTGAGE | 120000.0 | Not Verified | debt_consolidation | IN | 12.30 | 0.0 | 0.0 | 56.0 | NaN | 18.0 | 0.0 | 19040 | 30.0 | f | 1957.24 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 113th week | 0.0 | 0.0 | 350619.0 |
| 6 | 8089625 | 5000 | 36 months | 7.90 | A | A4 | TOYOTA OF NORTH HOLLYWOOD | 5 years | RENT | 75000.0 | Source Verified | debt_consolidation | CA | 5.70 | 0.0 | 0.0 | NaN | 105.0 | 13.0 | 2.0 | 13272 | 23.0 | f | 578.36 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 117th week | 0.0 | 1023.0 | 13272.0 | |
| 7 | 23043116 | 6000 | 36 months | NaN | 9.17 | B | B1 | Banker | 8 years | MORTGAGE | 54000.0 | Not Verified | credit_card | AL | 11.63 | 0.0 | 1.0 | 46.0 | NaN | 13.0 | 0.0 | 3484 | 49.0 | f | 637.51 | 0.0 | 0.0 | 0.0 | 0.0 | 54.0 | INDIVIDUAL | NaN | 78th week | 0.0 | 0.0 | 272579.0 |
| 8 | 45900933 | 6000 | 36 months | BAT4136152 | 13.99 | C | C4 | LVN | 7 years | MORTGAGE | 92000.0 | Not Verified | home_improvement | CA | 30.85 | 0.0 | 0.0 | 77.0 | NaN | 16.0 | 0.0 | 47567 | 27.0 | w | 621.72 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 44th week | 0.0 | 0.0 | 281521.0 |
| 9 | 41272507 | 34550 | 60 months | BAT4694572 | 17.14 | D | D4 | Registered Nurse | 2 years | MORTGAGE | 72000.0 | Verified | debt_consolidation | KY | 33.92 | 0.0 | 0.0 | NaN | NaN | 12.0 | 0.0 | 30040 | 30.0 | w | 5535.46 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 52th week | 0.0 | 0.0 | 76034.0 |
Last rows
| member_id | loan_amnt | terms | batch_ID | Rate_of_intrst | grade | sub_grade | Emp_designation | Experience | home_ownership | annual_inc | verification_status | purpose | State | debt_income_ratio | delinq_2yrs | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | numb_credit | pub_rec | total revol_bal | total_credits | initial_list_status | total_rec_int | total_rec_late_fee | recoveries | collection_recovery_fee | collections_12_mths_ex_med | mths_since_last_major_derog | application_type | verification_status_joint | last_week_pay | acc_now_delinq | tot_colle_amt | tot_curr_bal | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 887369 | 55437336 | 30000 | 36 months | 6.89 | A | A3 | Director | 2 years | RENT | 141000.0 | Verified | credit_card | NY | 4.88 | 0.0 | 0.0 | NaN | NaN | 5.0 | 0.0 | 31034 | 18.0 | w | 1091.17 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 31th week | 0.0 | 0.0 | 137358.0 | |
| 887370 | 25856020 | 10000 | 36 months | BAT446479 | 10.15 | B | B2 | Senior Event Services Manager | 9 years | MORTGAGE | 40000.0 | Not Verified | credit_card | FL | 6.63 | 0.0 | 1.0 | 37.0 | NaN | 7.0 | 0.0 | 6300 | 17.0 | f | 1151.25 | 0.0 | 0.0 | 0.0 | 0.0 | 33.0 | INDIVIDUAL | NaN | 74th week | 0.0 | 0.0 | 97785.0 |
| 887371 | 10386922 | 22250 | 36 months | BAT3563724 | 7.90 | A | A4 | Engineer | 5 years | MORTGAGE | 86000.0 | Verified | credit_card | LA | 28.50 | 0.0 | 2.0 | NaN | NaN | 14.0 | 0.0 | 26897 | 44.0 | f | 2567.72 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 113th week | 0.0 | 0.0 | 331709.0 |
| 887372 | 70721678 | 10800 | 60 months | 20.99 | E | E5 | Ccr | 10+ years | RENT | 41000.0 | Verified | debt_consolidation | OH | 32.70 | 0.0 | 3.0 | NaN | 30.0 | 17.0 | 1.0 | 3569 | 49.0 | w | 163.72 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 4th week | 0.0 | 0.0 | 56129.0 | |
| 887373 | 70348484 | 14300 | 36 months | 15.41 | D | D1 | Supervisor | 10+ years | RENT | 52000.0 | Verified | other | NY | 19.30 | 1.0 | 0.0 | 5.0 | NaN | 15.0 | 0.0 | 9687 | 33.0 | w | 159.16 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 4th week | 0.0 | 0.0 | 88713.0 | |
| 887374 | 19145105 | 15000 | 36 months | BAT4217242 | 6.49 | A | A2 | Network administrator | 1 year | MORTGAGE | 97250.0 | Not Verified | credit_card | TX | 12.46 | 0.0 | 0.0 | 77.0 | NaN | 12.0 | 0.0 | 12201 | 24.0 | w | 1180.32 | 0.0 | 0.0 | 0.0 | 0.0 | 77.0 | INDIVIDUAL | NaN | 83th week | 0.0 | 0.0 | 143920.0 |
| 887375 | 46304777 | 35000 | 60 months | 25.89 | G | G3 | Credit Risk Analyst | 1 year | OWN | 180000.0 | Verified | debt_consolidation | NY | 11.78 | 2.0 | 2.0 | 19.0 | NaN | 21.0 | 0.0 | 52584 | 33.0 | f | 6508.41 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 39th week | 0.0 | 0.0 | 772713.0 | |
| 887376 | 903745 | 14000 | 60 months | BAT6117184 | 17.51 | E | E4 | USPS/Nashua L&DC | 10+ years | OWN | 56000.0 | Verified | home_improvement | NH | 16.44 | 0.0 | 3.0 | 54.0 | 103.0 | 11.0 | 1.0 | 10948 | 25.0 | f | 3456.24 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 87th week | 0.0 | NaN | NaN |
| 887377 | 53032475 | 20000 | 36 months | BAT3840785 | 7.26 | A | A4 | Computer Engineer | < 1 year | MORTGAGE | 100000.0 | Source Verified | credit_card | MD | 15.00 | 0.0 | 0.0 | NaN | NaN | 7.0 | 0.0 | 33599 | 11.0 | w | 766.84 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 35th week | 0.0 | 0.0 | 291998.0 |
| 887378 | 994245 | 2700 | 60 months | NaN | 7.49 | A | A4 | Jimmy John's Sandwiches | 2 years | OWN | 12000.0 | Not Verified | debt_consolidation | FL | 28.00 | 0.0 | 0.0 | NaN | NaN | 7.0 | 0.0 | 5118 | 7.0 | f | 326.06 | 0.0 | 0.0 | 0.0 | 0.0 | NaN | INDIVIDUAL | NaN | 104th week | 0.0 | NaN | NaN |